od_pair
large_string
alt_idx
int64
choice_set_size
int64
ivt_bus
float64
ivt_train
float64
ivt_gtx
float64
waiting_time
float64
transfer_walk_time
float64
num_transfers
int64
fare
int64
transport_category
large_string
total_duration
float64
in_vehicle_time
float64
walk_time
float64
access_time
float64
egress_time
float64
walk_distance
float64
total_distance
float64
bus_distance
float64
subway_distance
float64
gtx_distance
float64
has_bus
int64
has_train
int64
has_gtx
int64
n_matched
int64
n_total
int64
choice_prob
float64
1002_4132
13
16
2,192
330
0
999
124
2
1,650
bus+train
3,988
2,522
467
62
281
557.7
20,225.5
15,649
4,018.8
0
1
1
0
0
35
0
1002_4132
14
16
2,399
0
0
1,267
0
3
1,600
bus_only
4,211
2,399
545
38
507
653
18,484.9
17,831.9
0
0
1
0
0
0
35
0
1002_4132
15
16
2,156
330
0
1,032
124
2
1,650
bus+train
4,211
2,486
693
62
507
829.7
20,272.7
15,424.3
4,018.8
0
1
1
0
0
35
0
1002_4133
0
13
0
1,720
0
506
103
1
1,650
train_only
2,400
1,720
174
62
9
206.4
19,418.1
0
19,211.8
0
0
1
0
90
90
1
1002_4133
1
13
2,117
480
0
558
40
2
1,750
bus+train
3,398
2,597
243
62
141
290.4
23,700.6
17,992
5,418.2
0
1
1
0
0
90
0
1002_4133
2
13
2,244
330
0
500
124
1
1,750
bus+train
3,493
2,574
419
62
233
499.6
21,067.7
16,549.3
4,018.8
0
1
1
0
0
90
0
1002_4133
3
13
2,620
0
0
1,026
0
2
1,600
bus_only
3,917
2,620
271
38
233
323
18,939.8
18,616.9
0
0
1
0
0
0
90
0
1002_4133
4
13
2,309
150
0
631
75
2
1,650
bus+train
3,460
2,459
370
62
233
440.7
19,412.7
17,317.4
1,654.6
0
1
1
0
0
90
0
1002_4133
5
13
2,541
0
0
1,026
0
2
1,600
bus_only
3,899
2,541
332
38
294
397.1
18,537.7
18,140.6
0
0
1
0
0
0
90
0
1002_4133
6
13
2,173
330
0
500
124
1
1,750
bus+train
3,483
2,503
480
62
294
573.7
20,665.6
16,073.1
4,018.8
0
1
1
0
0
90
0
1002_4133
7
13
2,238
150
0
631
75
2
1,650
bus+train
3,450
2,388
431
62
294
514.7
19,010.6
16,841.2
1,654.6
0
1
1
0
0
90
0
1002_4133
8
13
2,159
480
0
558
40
2
1,750
bus+train
3,651
2,639
454
62
352
543.2
24,391.1
18,429.6
5,418.2
0
1
1
0
0
90
0
1002_4133
9
13
2,436
0
0
289
0
1
1,600
bus_only
3,400
2,436
675
371
304
808
19,002
18,194
0
0
1
0
0
0
90
0
1002_4133
10
13
2,560
330
0
611
124
2
1,750
bus+train
4,183
2,890
682
62
496
815.7
22,185.7
17,351.2
4,018.8
0
1
1
0
0
90
0
1002_4133
11
13
2,227
330
0
818
124
2
1,650
bus+train
4,090
2,557
715
62
529
855.7
20,701.7
15,827.2
4,018.8
0
1
1
0
0
90
0
1002_4133
12
13
2,670
330
0
818
124
2
1,750
bus+train
4,546
3,000
728
62
542
870.7
23,910.9
19,021.4
4,018.8
0
1
1
0
0
90
0
1002_4134
0
22
2,240
480
0
685
40
2
1,750
bus+train
3,623
2,720
218
62
116
260
24,675.1
18,996.8
5,418.2
0
1
1
0
0
29
0
1002_4134
1
22
117
1,720
0
938
202
2
1,750
bus+train
3,155
1,837
380
62
116
452.2
20,668.8
1,004.9
19,211.8
0
1
1
0
0
29
0
1002_4134
2
22
1,783
1,290
0
751
54
1
1,750
bus+train
4,079
3,073
255
62
139
302.3
21,693
12,204.3
9,186.4
0
1
1
0
0
29
0
1002_4134
3
22
3,130
0
0
713
31
2
1,700
bus_only
4,048
3,130
205
38
136
244.2
21,787.3
21,543.1
0
0
1
0
0
0
29
0
1002_4134
4
22
3,098
0
0
773
31
2
1,700
bus_only
4,079
3,098
208
38
139
246.4
21,542.4
21,296
0
0
1
0
0
0
29
0
1002_4134
5
22
1,815
1,290
0
691
54
1
1,750
bus+train
4,048
3,105
252
62
136
300
21,937.9
12,451.5
9,186.4
0
1
1
0
0
29
0
1002_4134
6
22
0
2,180
0
781
103
2
1,750
train_only
3,220
2,180
259
62
94
308.4
20,656.3
0
20,347.9
0
0
1
0
0
29
0
1002_4134
7
22
2,267
150
0
1,299
57
2
1,750
bus+train
3,971
2,417
255
62
136
303.8
20,415.8
18,457.4
1,654.6
0
1
1
0
0
29
0
1002_4134
8
22
2,216
480
0
685
40
2
1,750
bus+train
3,700
2,696
319
62
217
380.5
24,499.8
18,701.1
5,418.2
0
1
1
0
0
29
0
1002_4134
9
22
2,236
150
0
1,299
57
2
1,650
bus+train
3,957
2,386
272
62
153
323.6
20,188.6
18,210.3
1,654.6
0
1
1
0
0
29
0
1002_4134
10
22
0
2,620
0
1,001
103
1
1,750
train_only
3,880
2,620
259
62
94
308.4
20,795.2
0
20,486.8
0
0
1
0
29
29
1
1002_4134
11
22
2,190
0
0
678
49
4
1,600
bus_only
3,254
2,190
386
184
153
460.4
17,428
16,967.6
0
0
1
0
0
0
29
0
1002_4134
12
22
93
1,720
0
998
202
2
1,650
bus+train
3,292
1,813
481
62
217
573.1
20,494
709.1
19,211.8
0
1
1
0
0
29
0
1002_4134
13
22
3,162
0
0
713
31
2
1,700
bus_only
4,320
3,162
445
38
376
532
22,289.4
21,757.4
0
0
1
0
0
0
29
0
1002_4134
14
22
1,847
1,290
0
691
54
1
1,750
bus+train
4,320
3,137
492
62
376
587.8
22,440
12,665.8
9,186.4
0
1
1
0
0
29
0
1002_4134
15
22
2,222
0
0
738
49
4
1,600
bus_only
3,435
2,222
475
184
242
566.8
17,781.6
17,214.8
0
0
1
0
0
0
29
0
1002_4134
16
22
2,331
150
0
1,299
57
2
1,750
bus+train
4,275
2,481
495
62
376
591.6
20,917.9
18,671.7
1,654.6
0
1
1
0
0
29
0
1002_4134
17
22
100
1,720
0
787
331
2
1,650
bus+train
3,217
1,820
610
62
217
727.5
20,598.5
659.1
19,211.8
0
1
1
0
0
29
0
1002_4134
18
22
2,409
0
0
484
198
1
1,600
bus_only
3,623
2,409
730
416
116
874.5
19,113.8
18,239.3
0
0
1
0
0
0
29
0
1002_4134
19
22
3,261
0
0
713
31
2
1,700
bus_only
4,628
3,261
654
38
585
782.3
22,847.2
22,064.9
0
0
1
0
0
0
29
0
1002_4134
20
22
456
1,470
0
843
301
2
1,650
bus+train
3,508
1,926
739
62
376
883
20,787.4
3,435.4
16,468.9
0
1
1
0
0
29
0
1002_4134
21
22
2,881
0
0
914
0
4
1,700
bus_only
4,356
2,881
561
38
523
671.5
21,881.5
21,209.9
0
0
1
0
0
0
29
0
1002_4136
0
6
0
2,130
0
611
103
1
1,750
train_only
3,020
2,130
279
62
114
332.1
21,961.1
0
21,629
0
0
1
0
35
35
1
1002_4136
1
6
3,955
0
0
621
0
1
1,700
bus_only
5,187
3,955
611
212
399
732.3
24,552.6
23,820.3
0
0
1
0
0
0
35
0
1002_4136
2
6
3,436
150
0
734
57
2
1,750
bus+train
4,906
3,586
586
62
467
701.2
22,341.4
19,985.5
1,654.6
0
1
1
0
0
35
0
1002_4136
3
6
4,028
0
0
561
0
1
1,700
bus_only
5,309
4,028
720
212
508
863.5
25,499
24,635.5
0
0
1
0
0
0
35
0
1002_4136
4
6
2,793
0
0
542
79
3
1,600
bus_only
4,541
2,793
1,206
276
851
1,445.3
19,754.4
18,309.1
0
0
1
0
0
0
35
0
1002_4136
5
6
2,645
0
0
494
0
2
1,600
bus_only
4,541
2,645
1,402
551
851
1,681.1
19,561.6
17,880.5
0
0
1
0
0
0
35
0
1002_4137
0
6
2,454
0
0
1,137
41
3
1,700
bus_only
3,708
2,454
117
38
38
138
20,335.8
20,197.8
0
0
1
0
0
0
22
0
1002_4137
1
6
0
2,230
0
904
103
2
1,750
train_only
3,461
2,230
327
62
162
389.9
22,846.1
0
22,456.2
0
0
1
0
1
22
0.045455
1002_4137
2
6
0
3,145
0
869
103
1
1,750
train_only
4,325
3,145
311
62
146
370
23,603.1
0
23,233.1
0
0
1
0
21
22
0.954545
1002_4137
3
6
1,990
450
0
990
178
2
1,750
bus+train
3,708
2,440
278
62
38
330.2
20,903.2
17,024.6
3,548.4
0
1
1
0
0
22
0
1002_4137
4
6
2,539
0
0
1,137
41
3
1,700
bus_only
4,098
2,539
422
38
343
504.3
21,012.6
20,508.3
0
0
1
0
0
0
22
0
1002_4137
5
6
2,075
450
0
990
178
2
1,750
bus+train
4,098
2,525
583
62
343
696.5
21,580
17,335
3,548.4
0
1
1
0
0
22
0
1002_4138
0
7
0
2,435
0
742
103
1
1,750
train_only
3,346
2,435
169
62
4
200.7
23,936.7
0
23,736
0
0
1
0
37
37
1
1002_4138
1
7
3,557
0
0
1,265
0
1
1,700
bus_only
5,438
3,557
616
212
404
738.4
24,211.6
23,473.2
0
0
1
0
0
0
37
0
1002_4138
2
7
2,696
150
0
793
57
2
1,850
bus+train
3,874
2,846
235
62
116
278.7
25,543.7
23,610.4
1,654.6
0
1
1
0
0
37
0
1002_4138
3
7
2,651
150
0
793
57
2
1,850
bus+train
3,853
2,801
259
62
140
307.7
25,325
23,362.7
1,654.6
0
1
1
0
0
37
0
1002_4138
4
7
2,583
150
0
733
57
2
1,750
bus+train
3,989
2,733
523
62
404
625
25,384.1
23,104.4
1,654.6
0
1
1
0
0
37
0
1002_4138
5
7
2,776
150
0
733
57
2
1,850
bus+train
4,188
2,926
529
62
410
632.1
26,151.6
23,864.9
1,654.6
0
1
1
0
0
37
0
1002_4138
6
7
3,753
0
0
1,265
0
1
1,700
bus_only
5,640
3,753
622
212
410
745.4
24,979.2
24,233.7
0
0
1
0
0
0
37
0
1002_414
0
11
1,856
0
0
507
0
1
1,500
bus_only
2,434
1,856
71
38
33
83.2
13,931
13,847.9
0
0
1
0
0
0
20
0
1002_414
1
11
438
1,350
0
372
16
1
1,550
bus+train
2,254
1,788
94
38
40
111.5
14,356.3
2,215.8
12,029
0
1
1
0
0
20
0
1002_414
2
11
1,767
0
0
263
0
0
1,500
bus_only
2,434
1,767
404
371
33
482.8
14,044
13,561.2
0
0
1
0
0
0
20
0
1002_414
3
11
1,861
0
0
344
0
3
1,500
bus_only
2,276
1,861
71
38
33
83.2
14,130.2
14,047.1
0
0
1
0
0
0
20
0
1002_414
4
11
1,796
0
0
263
0
2
1,500
bus_only
2,276
1,796
217
184
33
258.2
14,187.7
13,929.5
0
0
1
0
0
0
20
0
1002_414
5
11
1,691
0
0
611
0
1
1,500
bus_only
2,768
1,691
466
38
428
557
13,563.1
13,006.1
0
0
1
0
0
0
20
0
1002_414
6
11
0
1,590
0
112
0
0
1,550
train_only
2,254
1,590
552
512
40
661.8
14,422
0
13,760.1
0
0
1
0
1
20
1
1002_414
7
11
1,953
0
0
567
0
1
1,500
bus_only
3,029
1,953
509
38
471
608.3
14,936.9
14,328.6
0
0
1
0
0
0
20
0
1002_414
8
11
1,649
0
0
458
0
4
1,500
bus_only
2,531
1,649
424
38
386
507
13,646.3
13,139.3
0
0
1
0
0
0
20
0
1002_414
9
11
1,602
0
0
367
0
0
1,500
bus_only
2,798
1,602
829
371
458
992.4
13,711.9
12,719.5
0
0
1
0
0
0
20
0
1002_414
10
11
1,864
0
0
323
0
0
1,500
bus_only
3,029
1,864
842
371
471
1,008
15,049.9
14,042
0
0
1
0
0
0
20
0
1002_415
0
5
1,308
150
0
325
75
1
1,550
bus+train
2,186
1,458
403
62
266
479.4
12,265.2
10,131.1
1,654.6
0
1
1
0
0
15
0.2
1002_415
1
5
1,446
0
0
43
0
0
1,500
bus_only
2,144
1,446
655
371
284
784.9
12,268.8
11,483.9
0
0
1
0
0
0
15
0.2
1002_415
2
5
0
1,470
0
182
0
0
1,550
train_only
2,196
1,470
544
512
32
651.4
13,144.5
0
12,493.1
0
0
1
0
0
15
0.2
1002_415
3
5
1,398
150
0
325
75
1
1,550
bus+train
2,424
1,548
551
62
414
657.8
13,148.6
10,836.2
1,654.6
0
1
1
0
0
15
0.2
1002_415
4
5
1,536
0
0
103
0
0
1,500
bus_only
2,424
1,536
785
371
414
939.8
13,128.8
12,189
0
0
1
0
0
0
15
0.2
1002_416
0
6
1,435
0
0
675
0
1
1,500
bus_only
2,192
1,435
82
38
44
96.3
10,561.1
10,464.8
0
0
1
0
0
0
14
0.166667
1002_416
1
6
1,391
0
0
160
0
1
1,500
bus_only
1,779
1,391
228
184
44
271.3
10,618.5
10,347.2
0
0
1
0
0
0
14
0.166667
1002_416
2
6
1,481
0
0
309
0
0
1,500
bus_only
2,205
1,481
415
371
44
495.9
11,238.5
10,742.5
0
0
1
0
0
0
14
0.166667
1002_416
3
6
0
1,320
0
290
0
0
1,550
train_only
2,132
1,320
522
512
10
625.4
11,586.4
0
10,961.1
0
0
1
0
0
14
0.166667
1002_416
4
6
1,719
0
0
748
0
1
1,500
bus_only
2,965
1,719
498
38
460
595.1
12,609.4
12,014.3
0
0
1
0
0
0
14
0.166667
1002_416
5
6
1,642
0
0
492
0
0
1,500
bus_only
2,965
1,642
831
371
460
994.8
12,722.4
11,727.6
0
0
1
0
0
0
14
0.166667
1002_4196507
0
24
2,094
1,650
0
822
31
2
1,650
bus+train
4,660
3,744
94
62
1
110.2
19,180.3
3,824.9
15,245.1
0
1
1
0
0
14
0
1002_4196507
1
24
883
1,770
0
532
346
2
1,650
bus+train
3,594
2,653
409
62
1
488.7
19,132.1
2,048
16,595.3
0
1
1
0
0
14
0
1002_4196507
2
24
945
1,920
0
417
41
1
1,750
bus+train
3,694
2,865
412
62
309
490.9
20,622.6
2,092.1
18,039.6
0
1
1
0
0
14
0
1002_4196507
3
24
1,422
1,770
0
618
140
2
1,650
bus+train
4,013
3,192
203
62
1
241.7
19,132.1
2,295
16,595.3
0
1
1
0
14
14
1
1002_4196507
4
24
880
1,920
0
417
41
1
1,650
bus+train
3,668
2,800
451
62
348
537.2
20,533.5
1,956.7
18,039.6
0
1
1
0
0
14
0
1002_4196507
5
24
1,653
1,650
0
526
31
1
1,650
bus+train
4,267
3,303
438
62
345
521.7
19,309.9
3,543
15,245.1
0
1
1
0
0
14
0
1002_4196507
6
24
858
1,770
0
484
140
1
1,650
bus+train
3,651
2,628
539
62
337
645
19,118
1,877.7
16,595.3
0
1
1
0
0
14
0
1002_4196507
7
24
1,387
1,770
0
618
140
2
1,650
bus+train
4,169
3,157
394
62
192
470.8
19,190.8
2,124.7
16,595.3
0
1
1
0
0
14
0
1002_4196507
8
24
961
1,920
0
535
41
2
1,750
bus+train
3,864
2,881
448
62
345
533.4
20,626.5
2,053.6
18,039.6
0
1
1
0
0
14
0
1002_4196507
9
24
1,530
1,650
0
526
31
1
1,650
bus+train
4,195
3,180
489
62
396
584.1
19,236.8
3,407.5
15,245.1
0
1
1
0
0
14
0
1002_4196507
10
24
981
1,770
0
484
140
1
1,650
bus+train
3,782
2,751
547
62
345
653.2
19,261.7
2,013.2
16,595.3
0
1
1
0
0
14
0
1002_4196507
11
24
834
1,920
0
475
41
2
1,650
bus+train
3,770
2,754
541
62
438
645.9
20,603.6
1,918.1
18,039.6
0
1
1
0
0
14
0
1002_4196507
12
24
247
2,100
0
982
84
2
1,750
bus+train
3,841
2,347
512
62
366
612
20,998.7
732.2
19,654.5
0
1
1
0
0
14
0
1002_4196507
13
24
1,078
1,920
0
357
41
1
1,750
bus+train
3,948
2,998
593
62
490
708.4
21,137.1
2,389.1
18,039.6
0
1
1
0
0
14
0
1002_4196507
14
24
1,734
1,650
0
526
31
1
1,650
bus+train
4,463
3,384
553
62
460
659.9
19,877.5
3,972.4
15,245.1
0
1
1
0
0
14
0
1002_4196507
15
24
1,055
1,920
0
535
41
2
1,750
bus+train
4,073
2,975
563
62
460
671.6
21,194
2,482.9
18,039.6
0
1
1
0
0
14
0
1002_4196507
16
24
55
2,100
0
982
84
2
1,650
bus+train
3,716
2,155
579
62
433
691.8
20,630.3
284
19,654.5
0
1
1
0
0
14
0
1002_4196507
17
24
1,062
1,770
0
484
140
1
1,650
bus+train
3,978
2,832
662
62
460
791.4
19,829.3
2,442.5
16,595.3
0
1
1
0
0
14
0
1002_4196507
18
24
2,276
1,650
0
466
31
1
1,750
bus+train
4,978
3,926
586
62
493
701.1
20,708.6
4,762.4
15,245.1
0
1
1
0
0
14
0
1002_4196507
19
24
2,185
1,650
0
526
31
1
1,650
bus+train
4,981
3,835
620
62
527
741.6
20,585.3
4,598.5
15,245.1
0
1
1
0
0
14
0
1002_4196507
20
24
1,604
1,770
0
424
140
1
1,650
bus+train
4,493
3,374
695
62
493
832.6
20,660.5
3,232.5
16,595.3
0
1
1
0
0
14
0